Action Recognition on Daily-DA (Detailed Transition Metrics)
14.2H->A Transition RateDANN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DANNSetting=UDA2023.12 | 14.2 | 22.8 | 21.2 | 20.1 | 43.3 | 37.5 | 29.5 | 19.7 | 21.7 | 58.8 | 38.2 | 27 | 29.5 | |
| TA3NSetting=UDA2023.12 | 14.4 | 21.6 | 19.9 | 14.9 | 43 | 37.7 | 25.7 | 15.6 | 31.5 | 55.5 | 38.4 | 23.4 | 28.5 | |
| DALL-VSetting=Lower Bound (Source Only), Backbone=CLIP-based ResNet-502023.12 | 17.5 | 34.7 | 15.6 | 14.6 | 44.6 | 47.9 | 25.5 | 15.5 | 35.7 | 61.6 | 45.1 | 17.8 | 31.3 | |
| ATCoNSetting=SFVUDA2023.12 | 17.9 | 27.2 | 17.2 | 26.7 | 47.3 | 48.2 | 30.7 | 17.2 | 32.5 | 57.7 | 48.5 | 31 | 33.5 | |
| MK-MMDSetting=UDA2023.12 | 20.3 | 21 | 21.7 | 18.7 | 50.4 | 36.2 | 25.7 | 18 | 24 | 58.5 | 33.8 | 26.1 | 29.5 | |
| DALL-VSetting=SFVUDA, Backbone=CLIP-based ResNet-502023.12 | 24 | 24 | 24 | 57.9 | 65.4 | 52.5 | 47 | 45.7 | 47 | 78.1 | 76.7 | 75 | 51.4 | |
| EXTERNSetting=SFVUDA2023.12 | 26.2 | 18.1 | 23.9 | 26.2 | 53.7 | 55.8 | 40.7 | 18.2 | 35.2 | 68.1 | 57.6 | 51.4 | 39.6 | |
| DALL-VSetting=Upper Bound (Target Only), Backbone=CLIP-based ResNet-502023.12 | 26.9 | 26.9 | 26.9 | 70.4 | 70.4 | 70.4 | 61.5 | 61.5 | 61.5 | 88.9 | 88.9 | 88.9 | 61.9 | |
| CLIPSetting=Zero-Shot (ZS), Backbone=ViT-B/162023.12 | 36.5 | 36.5 | 36.5 | 60 | 60 | 60 | 48.5 | 48.5 | 48.5 | 68.1 | 68.1 | 68.1 | 53.3 | |
| Source OnlyBackbone=UMT2023.12 | 40.4 | 52.1 | 36.5 | 49.6 | 68.3 | 57.9 | 41.5 | 36.3 | 43.3 | 79.3 | 48 | 41.7 | 49.6 | |
| UNITESetting=UDA, Protocol=Stage 2 only (w/o CST), Backbone=UMT2023.12 | 43.8 | 46.7 | 34.7 | 51.7 | 70.8 | 54.6 | 44.3 | 39 | 43.3 | 78.1 | 51.7 | 50.8 | 50.8 | |
| UNITESetting=UDA, Protocol=Full (with CST), Backbone=UMT2023.12 | 48 | 44.1 | 37.5 | 67.9 | 74.2 | 65.8 | 51.8 | 50 | 48 | 89.9 | 69.9 | 63.6 | 59.2 | |
| Target OnlyBackbone=UMT2023.12 | 68.5 | 68.5 | 68.5 | 84.6 | 84.6 | 84.6 | 73 | 73 | 73 | 98.3 | 98.3 | 98.3 | 81.1 |